lomas_server package

Subpackages

• lomas_server.admin_database package
  • Submodules
  • lomas_server.admin_database.admin_database module
  • lomas_server.admin_database.constants module
  • lomas_server.admin_database.factory module
  • lomas_server.admin_database.mongodb_database module
  • lomas_server.admin_database.utils module
  • lomas_server.admin_database.yaml_database module
  • Module contents
• lomas_server.administration package
  • Subpackages
    • lomas_server.administration.tests package
      • Submodules
      • lomas_server.administration.tests.test_streamlit_app module
      • Module contents
  • Module contents
• lomas_server.data_connector package
  • Submodules
  • lomas_server.data_connector.data_connector module
  • lomas_server.data_connector.factory module
  • lomas_server.data_connector.in_memory_connector module
  • lomas_server.data_connector.path_connector module
  • lomas_server.data_connector.s3_connector module
  • Module contents
• lomas_server.dp_queries package
  • Subpackages
    • lomas_server.dp_queries.dp_libraries package
      • Submodules
      • lomas_server.dp_queries.dp_libraries.diffprivlib module
      • lomas_server.dp_queries.dp_libraries.factory module
      • lomas_server.dp_queries.dp_libraries.opendp module
      • lomas_server.dp_queries.dp_libraries.smartnoise_sql module
      • lomas_server.dp_queries.dp_libraries.smartnoise_synth module
      • lomas_server.dp_queries.dp_libraries.utils module
      • Module contents
  • Submodules
  • lomas_server.dp_queries.dp_querier module
  • lomas_server.dp_queries.dummy_dataset module
  • Module contents
• lomas_server.routes package
  • Submodules
  • lomas_server.routes.routes_admin module
  • lomas_server.routes.routes_dp module
  • lomas_server.routes.utils module
  • Module contents
• lomas_server.tests package
  • Submodules
  • lomas_server.tests.constants module
  • lomas_server.tests.test_api module
  • lomas_server.tests.test_api_diffprivlib module
  • lomas_server.tests.test_api_smartnoise_synth module
  • lomas_server.tests.test_collection_models module
  • lomas_server.tests.test_dummy_generation module
  • lomas_server.tests.test_mongodb_admin module
  • lomas_server.tests.test_mongodb_admin_cli module
  • Module contents
• lomas_server.utils package
  • Submodules
  • lomas_server.utils.config module
  • lomas_server.utils.query_examples module
    • make_dummy()
  • Module contents

Submodules

lomas_server.app module

lomas_server.constants module

class lomas_server.constants.AdminDBType(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Types of administration databases

MONGODB: str = 'mongodb'

YAML: str = 'yaml'

class lomas_server.constants.ConfigKeys(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Keys of the configuration file

DATASET_STORE: str = 'dataset_store'

DATASET_STORE_TYPE: str = 'ds_store_type'

DB: str = 'admin_database'

DB_TYPE: str = 'db_type'

DB_TYPE_MONGODB: str = 'mongodb'

DEVELOP_MODE: str = 'develop_mode'

DP_LIBRARY: str = 'dp_libraries'

LRU_DATASET_STORE_MAX_SIZE: str = 'max_memory_usage'

MONGODB_ADDR: str = 'address'

MONGODB_PORT: str = 'port'

RUNTIME_ARGS: str = 'runtime_args'

SERVER: str = 'server'

SETTINGS: str = 'settings'

SUBMIT_LIMIT: str = 'submit_limit'

TIME_ATTACK: str = 'time_attack'

class lomas_server.constants.DPLibraries(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Name of DP Library used in the query

DIFFPRIVLIB = 'diffprivlib'

OPENDP = 'opendp'

SMARTNOISE_SQL = 'smartnoise_sql'

SMARTNOISE_SYNTH = 'smartnoise_synth'

class lomas_server.constants.DatasetStoreType(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Types of classes to handle datasets in memory

BASIC: str = 'basic'

LRU: str = 'LRU_cache'

class lomas_server.constants.OpenDPDatasetInputMetric(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Type of opendp input metric for datasets see https://docs.opendp.org/en/stable/api/python/opendp.metrics.html see https://github.com/opendp/opendp/blob/main/rust/src/metrics/mod.rs

CHANGE_ONE_DISTANCE = 'ChangeOneDistance'

HAMMING_DISTANCE = 'HammingDistance'

INSERT_DELETE_DISTANCE = 'InsertDeleteDistance'

INT_DISTANCE = 'u32'

SYMMETRIC_DISTANCE = 'SymmetricDistance'

class lomas_server.constants.OpenDPMeasurement(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Type of divergence for opendp measurement see https://docs.opendp.org/en/stable/api/python/opendp.measurements.html

FIXED_SMOOTHED_MAX_DIVERGENCE = 'fixed_smoothed_max_divergence'

MAX_DIVERGENCE = 'max_divergence'

SMOOTHED_MAX_DIVERGENCE = 'smoothed_max_divergence'

ZERO_CONCENTRATED_DIVERGENCE = 'zero_concentrated_divergence'

class lomas_server.constants.PrivateDatabaseType(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Type of Private Database for the private data

PATH = 'PATH_DB'

S3 = 'S3_DB'

class lomas_server.constants.SSynthColumnType(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Type of columns for SmartnoiseSynth transformer pre-processing

CATEGORICAL = 'categorical'

CONTINUOUS = 'continuous'

DATETIME = 'datetime'

PRIVATE_ID = 'private_id'

class lomas_server.constants.SSynthGanSynthesizer(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

GAN Synthesizer models for smartnoise synth

DP_CTGAN = 'dpctgan'

DP_GAN = 'dpgan'

PATE_CTGAN = 'patectgan'

PATE_GAN = 'pategan'

class lomas_server.constants.SSynthMarginalSynthesizer(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Marginal Synthesizer models for smartnoise synth

AIM = 'aim'

MST = 'mst'

MWEM = 'mwem'

PAC_SYNTH = 'pacsynth'

class lomas_server.constants.SSynthTableTransStyle(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Transformer style for smartnoise synth

CUBE = 'cube'

GAN = 'gan'

class lomas_server.constants.TimeAttackMethod(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Possible methods against timing attacks

JITTER = 'jitter'

STALL = 'stall'

lomas_server.mongodb_admin module

lomas_server.mongodb_admin_cli module

lomas_server.uvicorn_serve module

Module contents